{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Canopy LW + SW net Energy Balance test per layer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Use Plots:\n",
    "using Plots\n",
    "using BenchmarkTools\n",
    "using Statistics\n",
    "using Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Precompiling Land [27e3c115-2cb8-4114-b7a5-cd9f011f9dcc]\n",
      "└ @ Base loading.jl:1273\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading Optical Parameters from 400.0 to 2380.0 length: 115\n"
     ]
    }
   ],
   "source": [
    "using Revise\n",
    "using Land\n",
    "using Land.CanopyRT\n",
    "using Land.Photosynthesis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Create an array of standard leaves (needs to be in Module later on:\n",
    "arrayOfLeaves = Array{leafbio{FT,length(wl), length(wle), length(wlf),length(wle)*length(wlf)}, 1}(undef, CanopyRT.canopy.nlayers)\n",
    "for i = 1:CanopyRT.canopy.nlayers\n",
    "    #@show i\n",
    "    arrayOfLeaves[i] = leafbio{FT, length(wl), length(wle), length(wlf),length(wle)*length(wlf)}()\n",
    "    CanopyRT.fluspect!(arrayOfLeaves[i], CanopyRT.optis)\n",
    "end\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.004675 seconds (1.00 k allocations: 43.203 KiB)\n",
      "  0.000035 seconds (4 allocations: 160 bytes)\n",
      "  0.036741 seconds (487 allocations: 304.203 KiB)\n",
      "  0.032802 seconds (590 allocations: 215.750 KiB)\n",
      "  0.004796 seconds (902 allocations: 85.719 KiB)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(Float32[400.0 348.38782 … 70.13702 67.9579], Float32[66.837524 68.76439 … 320.90448 367.72128], Float32[68.90837 61.667393 … 57.87142 64.36518])"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 4 Different steps to compute Short-Wave RT\n",
    "@time CanopyRT.computeCanopyGeomProps!(canopy, angles,canOpt)\n",
    "@time CanopyRT.computeCanopyMatrices!(arrayOfLeaves,canOpt)\n",
    "@time CanopyRT.RTM_SW!(canopy, canOpt, canRad,sunRad, soil)\n",
    "@time CanopyRT.deriveCanopyFluxes!(canopy, canOpt, canRad,sunRad, soil, arrayOfLeaves)\n",
    "# Compute Long Wave (Last term is LW incoming in W m^-2)\n",
    "@time CanopyRT.computeThermalFluxes!(arrayOfLeaves, canOpt, canRad, canopy, soil, [Float32(400.0)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "canRad.T_sun = Float32[280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0]\n",
      "canRad.T_shade = Float32[280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0, 280.0]\n"
     ]
    }
   ],
   "source": [
    "#@show arrayOfLeaves[1].kChlrel\n",
    "# Layer Temperatures are here:\n",
    "@show canRad.T_sun;\n",
    "@show canRad.T_shade;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "canRad.intNetLW_shade = Float32[-33.553574, -40.79455, -46.836624, -51.83625, -55.922886, -59.202374, -61.759624, -63.660862, -64.95533, -65.67654, -65.84316, -65.45952, -64.515686, -62.9872, -60.834496, -58.00182, -54.41583, -49.983654, -44.590523, -38.096764]\n",
      "canRad.intNetLW_sunlit = Float32[-33.553574, -40.79455, -46.836624, -51.83625, -55.922886, -59.202374, -61.759624, -63.660862, -64.95533, -65.67654, -65.84316, -65.45952, -64.515686, -62.9872, -60.834496, -58.00182, -54.41583, -49.983654, -44.590523, -38.096764]\n",
      "canRad.intNetSW_shade = Float32[143.55609, 130.18578, 118.42244, 108.05272, 98.89533, 90.79627, 83.62495, 77.27102, 71.64161, 66.65873, 62.257877, 58.386036, 55.000595, 52.068283, 49.564457, 47.472424, 45.7832, 44.495293, 43.61463, 43.154858]\n",
      "canRad.intNetSW_sunlit = Float32[300.77454, 287.40424, 275.64087, 265.27112, 256.11374, 248.01468, 240.84335, 234.48944, 228.85995, 223.87714, 219.47627, 215.60446, 212.21906, 209.28664, 206.78279, 204.6908, 203.00156, 201.71362, 200.83301, 200.37321]\n",
      "canRad.RnSoilLW = -299.76337f0\n",
      "canRad.RnSoil = 96.230606f0\n",
      "1.0e6 * canRad.absPAR_shadeCab = [486.2978239543736, 423.5398373566568, 369.3514736369252, 322.5759428460151, 282.2218812070787, 247.44067923165858, 217.50698215328157, 191.8016205308959, 169.79820793494582, 151.05069905985147, 135.18371270038188, 121.88390974188223, 110.89312465628609, 102.00266115134582, 95.04889021627605, 89.90945207187906, 86.50103700347245, 84.77761730318889, 84.72959598293528, 86.38387953396887]\n"
     ]
    }
   ],
   "source": [
    "# Net Energy fluxes\n",
    "@show canRad.intNetLW_shade;\n",
    "@show canRad.intNetLW_sunlit;\n",
    "@show canRad.intNetSW_shade;\n",
    "@show canRad.intNetSW_sunlit;\n",
    "@show canRad.RnSoilLW;\n",
    "@show canRad.RnSoil;\n",
    "#@show 1e6 * canRad.absPAR_sunCab;\n",
    "@show 1e6 * canRad.absPAR_shadeCab;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
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     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(wl, canRad.netSW_sunlit)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
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      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iLAI = canopy.LAI/canopy.nlayers\n",
    "plot(wl,1 ./canOpt.Ps[10] / iLAI * canRad.netSW_sunlit[:,10])\n",
    "plot!(wl, sunRad.E_direct)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "216.0"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "l = leaf_params{Float32}();\n",
    "l2 = leaf_params{Float32}();\n",
    "# Create a Flux structure\n",
    "met = meteo{Float32}();\n",
    "l.Vcmax25=120\n",
    "l.Jmax25=l.Vcmax25*1.8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1027.5564854964614"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# initialize some reasonable values\n",
    "\n",
    "met.e_air=500;\n",
    "met.T_air=293;\n",
    "l.APAR = 1.0e6 * canRad.absPAR_shadeCab[1];\n",
    "1e6*mean(canRad.absPAR_sunCab[:,:,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Land.Photosynthesis.PhotoMods{FlexasTolBerryFluorescence{Float32},C3FvCBPhoto,RespirationCLM{Float32},BallBerryStomata{Float32},JmaxCLM{Float32},VcmaxCLM{Float32},MM_CLM{Float32},FixedBoundaryResistance{Float32},CurvedColimit{Float32}}(FlexasTolBerryFluorescence{Float32}(5.01f0, 1.93f0, 10.0f0), C3FvCBPhoto(), RespirationCLM{Float32}(46390.0f0, 150650.0f0, 490.0f0, 1.159124f0), BallBerryStomata{Float32}(0.025f0, 9.0f0), JmaxCLM{Float32}(43540.0f0, 150000.0f0, 490.0f0, 1.2068287f0), VcmaxCLM{Float32}(65330.0f0, 150000.0f0, 490.0f0, 1.2068287f0), MM_CLM{Float32}(40.49f0, 27840.0f0, 8.0f0, 4.275f0, 79430.0f0, 36380.0f0, 37830.0f0, 36000.0f0), FixedBoundaryResistance{Float32}(1.0f0), CurvedColimit{Float32}(0.995f0))"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mods = Photosynthesis.PhotoMods()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  5.629 ms (234000 allocations: 4.36 MiB)\n"
     ]
    }
   ],
   "source": [
    "l.dynamic_state = false\n",
    "@btime Photosynthesis.CanopyPhotosynthesis!(mods, l, met, canRad)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
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      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Plots\n",
    "\n",
    "plot(Float32(1.0e6) * canRad.absPAR_sunCab[:,:,1][:], canRad.GPP_sun[:,:,1][:], seriestype = :scatter,legend=:bottomright, label=\"Individual sunlit leaves in one layer  (A(APAR))\")\n",
    "#plot!([Float32(1.0e6) * mean(canRad.absPAR_sunCab[:,:,1])], [f.an], seriestype = :scatter,  label=\"A(average(APAR))\")\n",
    "plot!([Float32(1.0e6) * mean(canRad.absPAR_sunCab[:,:,1])], [mean(canRad.GPP_sun)], seriestype = :scatter, label=\"average(A((APAR)))\")\n",
    "plot!(Float32(1.0e6) * canRad.absPAR_shadeCab[:], canRad.GPP_shade, seriestype = :scatter,legend=:bottomright, label=\"Individual shaded layers\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
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     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(Float32(1.0e6) * canRad.absPAR_sunCab[:,:,1][:], canRad.ϕ_sun[:,:,1][:], seriestype = :scatter,legend=:bottomright, label=\"Individual sunlit leaves in one layer  (A(APAR))\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
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      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sF = (canOpt.Ps[2:end]+canOpt.Ps[1:end-1])/2\n",
    "plot((1 .- sF).*canRad.GPP_shade,reverse(layers), label=\"Shade\" )\n",
    "plot!((sF).*mean(canRad.GPP_sun,dims=(1,2))[1,1,:],reverse(layers),label=\"Sun\"   )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20-element Array{Float32,1}:\n",
       " 12.143097 \n",
       " 12.116436 \n",
       " 12.08959  \n",
       " 12.062938 \n",
       " 12.036997 \n",
       " 12.012231 \n",
       " 11.988978 \n",
       " 11.967503 \n",
       " 11.9479885\n",
       " 11.930537 \n",
       " 11.915177 \n",
       " 11.901883 \n",
       " 11.890609 \n",
       " 11.881296 \n",
       " 11.87389  \n",
       " 11.868347 \n",
       " 11.864636 \n",
       " 11.862752 \n",
       " 11.862698 \n",
       " 11.864509 "
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean(canRad.GPP_sun,dims=(1,2))[1,1,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "21-element Array{Float32,1}:\n",
       " 0.0 \n",
       " 0.15\n",
       " 0.3 \n",
       " 0.45\n",
       " 0.6 \n",
       " 0.75\n",
       " 0.9 \n",
       " 1.05\n",
       " 1.2 \n",
       " 1.35\n",
       " 1.5 \n",
       " 1.65\n",
       " 1.8 \n",
       " 1.95\n",
       " 2.1 \n",
       " 2.25\n",
       " 2.4 \n",
       " 2.55\n",
       " 2.7 \n",
       " 2.85\n",
       " 3.0 "
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "levels = collect(0:canopy.LAI/canopy.nlayers:canopy.LAI)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20-element Array{Float32,1}:\n",
       " 0.075     \n",
       " 0.22500001\n",
       " 0.375     \n",
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       " 2.925     "
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     },
     "execution_count": 94,
     "metadata": {},
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   ],
   "source": [
    "layers = (levels[2:end]+levels[1:end-1])/2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
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     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot((1 .- sF).*canRad.H_shade,reverse(layers), label=\"Shade\" )\n",
    "plot!((sF).*mean(canRad.H_sun,dims=(1,2))[1,1,:],reverse(layers),label=\"Sun\"   )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
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       "<path clip-path=\"url(#clip000)\" d=\"M 0 0 M2127.48 235.578 L2127.48 240.139 Q2124.82 238.865 2122.46 238.24 Q2120.09 237.615 2117.9 237.615 Q2114.08 237.615 2111.99 239.097 Q2109.93 240.578 2109.93 243.31 Q2109.93 245.601 2111.3 246.782 Q2112.69 247.939 2116.53 248.657 L2119.35 249.236 Q2124.59 250.231 2127.06 252.754 Q2129.56 255.254 2129.56 259.467 Q2129.56 264.49 2126.18 267.083 Q2122.83 269.675 2116.32 269.675 Q2113.87 269.675 2111.09 269.12 Q2108.34 268.564 2105.37 267.476 L2105.37 262.662 Q2108.22 264.259 2110.95 265.069 Q2113.68 265.879 2116.32 265.879 Q2120.33 265.879 2122.5 264.305 Q2124.68 262.731 2124.68 259.814 Q2124.68 257.268 2123.1 255.833 Q2121.55 254.398 2117.99 253.68 L2115.14 253.125 Q2109.91 252.083 2107.57 249.861 Q2105.23 247.638 2105.23 243.68 Q2105.23 239.097 2108.45 236.458 Q2111.69 233.819 2117.36 233.819 Q2119.79 233.819 2122.32 234.259 Q2124.84 234.699 2127.48 235.578 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip000)\" d=\"M 0 0 M2133.59 258.773 L2133.59 243.078 L2137.85 243.078 L2137.85 258.611 Q2137.85 262.291 2139.28 264.143 Q2140.72 265.972 2143.59 265.972 Q2147.04 265.972 2149.03 263.773 Q2151.04 261.574 2151.04 257.777 L2151.04 243.078 L2155.3 243.078 L2155.3 269.004 L2151.04 269.004 L2151.04 265.023 Q2149.49 267.384 2147.43 268.541 Q2145.4 269.675 2142.69 269.675 Q2138.22 269.675 2135.9 266.898 Q2133.59 264.12 2133.59 258.773 M2144.31 242.453 L2144.31 242.453 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip000)\" d=\"M 0 0 M2181.32 253.356 L2181.32 269.004 L2177.06 269.004 L2177.06 253.495 Q2177.06 249.814 2175.63 247.986 Q2174.19 246.157 2171.32 246.157 Q2167.87 246.157 2165.88 248.356 Q2163.89 250.555 2163.89 254.351 L2163.89 269.004 L2159.61 269.004 L2159.61 243.078 L2163.89 243.078 L2163.89 247.106 Q2165.42 244.768 2167.48 243.611 Q2169.56 242.453 2172.27 242.453 Q2176.74 242.453 2179.03 245.231 Q2181.32 247.986 2181.32 253.356 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /></svg>\n"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot((1 .- sF).*canRad.LE_shade,reverse(layers), label=\"Shade\" )\n",
    "plot!((sF).*mean(canRad.LE_sun,dims=(1,2))[1,1,:],reverse(layers),label=\"Sun\"   )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "36.73948f0"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "l.LE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "293.0f0"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "met.T_air"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "280.0f0"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "l.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "491.69287f0"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "l.esat-met.e_air"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "991.6929f0"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "l.esat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "500.0f0"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "met.e_air"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "244.86409f0"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "met.g_m_s_to_mol_m2_s/l.gs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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